CA3080184A1 - Deploiement d'un reseau neuronal forme en fonction de l'ensemble de donnees des empreintes par systeme de reconnaissance retinienne - Google Patents

Deploiement d'un reseau neuronal forme en fonction de l'ensemble de donnees des empreintes par systeme de reconnaissance retinienne

Info

Publication number
CA3080184A1
CA3080184A1 CA3080184A CA3080184A CA3080184A1 CA 3080184 A1 CA3080184 A1 CA 3080184A1 CA 3080184 A CA3080184 A CA 3080184A CA 3080184 A CA3080184 A CA 3080184A CA 3080184 A1 CA3080184 A1 CA 3080184A1
Authority
CA
Canada
Prior art keywords
rss
neural network
parameters
mobile device
indoor
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CA3080184A
Other languages
English (en)
Other versions
CA3080184C (fr
Inventor
Joshua Karon
Sean Huberman
Henry L. Ohab
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Mapsted Corp
Original Assignee
Mapsted Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Mapsted Corp filed Critical Mapsted Corp
Publication of CA3080184A1 publication Critical patent/CA3080184A1/fr
Application granted granted Critical
Publication of CA3080184C publication Critical patent/CA3080184C/fr
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/309—Measuring or estimating channel quality parameters
    • H04B17/318—Received signal strength
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/391—Modelling the propagation channel
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
    • H04W64/003—Locating users or terminals or network equipment for network management purposes, e.g. mobility management locating network equipment
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
    • H04W64/006—Locating users or terminals or network equipment for network management purposes, e.g. mobility management with additional information processing, e.g. for direction or speed determination
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/20—Monitoring; Testing of receivers
    • H04B17/27—Monitoring; Testing of receivers for locating or positioning the transmitter
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W16/00—Network planning, e.g. coverage or traffic planning tools; Network deployment, e.g. resource partitioning or cells structures
    • H04W16/18—Network planning tools
    • H04W16/20—Network planning tools for indoor coverage or short range network deployment

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Electromagnetism (AREA)
  • Quality & Reliability (AREA)
  • Navigation (AREA)
  • Position Fixing By Use Of Radio Waves (AREA)

Abstract

Un procédé et un système de déploiement dun réseau neuronal formé en fonction de lensemble de données des empreintes par système de reconnaissance rétinienne pour une navigation et un positionnement intérieur dun dispositif mobile sont décrits. Le procédé consiste à : sur la base de paramètres du système de reconnaissance rétinienne acquis à partir dune pluralité de dispositifs mobiles acquis à un ensemble de positions à lintérieur dune zone intérieure, accumuler les paramètres du système de reconnaissance rétinienne en tant que réseau neuronal formé en fonction de lensemble de données des empreintes par système de reconnaissance rétinienne de la zone intérieure; et lorsquune densité de points représentés par lensemble de positions ayant des paramètres du système de reconnaissance rétinienne accumulés dépasse une densité seuil de déploiement, déployer lensemble de données des empreintes par système de reconnaissance rétinienne à lintérieur dune carte dempreintes digitales pour une navigation du dispositif mobile de la zone intérieure, la carte dempreintes digitales englobant lensemble de positions.
CA3080184A 2019-06-03 2020-04-30 Deploiement d'un reseau neuronal forme en fonction de l'ensemble de donnees des empreintes par systeme de reconnaissance retinienne Active CA3080184C (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/429,551 US10716089B1 (en) 2019-06-03 2019-06-03 Deployment of trained neural network based RSS fingerprint dataset
US16/429551 2019-06-03

Publications (2)

Publication Number Publication Date
CA3080184A1 true CA3080184A1 (fr) 2020-07-23
CA3080184C CA3080184C (fr) 2021-05-04

Family

ID=71520086

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3080184A Active CA3080184C (fr) 2019-06-03 2020-04-30 Deploiement d'un reseau neuronal forme en fonction de l'ensemble de donnees des empreintes par systeme de reconnaissance retinienne

Country Status (2)

Country Link
US (1) US10716089B1 (fr)
CA (1) CA3080184C (fr)

Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11751057B2 (en) * 2019-09-19 2023-09-05 Colorado State University Research Foundation Security-enhanced deep learning fingerprint-based indoor localization
CN111935629B (zh) * 2020-07-30 2023-01-17 广东工业大学 一种基于环境特征迁移的自适配定位方法
CN111965600A (zh) * 2020-08-14 2020-11-20 长安大学 一种强遮挡环境下基于声音指纹的室内定位方法
CN112533136B (zh) * 2020-11-26 2021-12-07 南京工业大学 一种基于深度学习的wlan指纹定位方法
CN112637768B (zh) * 2021-03-10 2021-06-04 北京数业专攻科技有限公司 基于蜂窝网络的移动终端定位方法及装置
CN113188546B (zh) * 2021-04-30 2022-09-06 成都市微泊科技有限公司 基于图像识别与人行航位推算的室内定位导航方法
CN114466449B (zh) * 2021-07-15 2022-10-28 荣耀终端有限公司 一种位置特征获取方法及终端设备
CN113720333B (zh) * 2021-08-16 2023-04-28 中山大学 一种基于图注意力网络的室内多点协同定位方法
CN114286282B (zh) * 2021-11-18 2023-12-26 中国科学院空天信息创新研究院 基于手机WiFi RSS数据和降维算法的指纹定位方法
CN114185003B (zh) * 2022-02-15 2022-05-10 武汉华康世纪医疗股份有限公司 一种基于多源信号融合的室内定位方法及系统
WO2023155183A1 (fr) * 2022-02-21 2023-08-24 Intel Corporation Systèmes, appareil, articles de fabrication et procédés pour l'entraînement de modèles d'apprentissage automatique par distillation de caractéristiques propres sans enseignant
US20230362588A1 (en) * 2022-05-09 2023-11-09 Design Reactor, Inc. Monitored environment fingerprint modeling system
CN115175306B (zh) * 2022-06-24 2024-05-07 国网河南省电力公司经济技术研究院 一种基于卷积神经网络的电力物联网室内定位方法
CN115638795B (zh) * 2022-12-26 2023-03-10 武汉大学 一种室内多源泛在定位指纹数据库的生成与定位方法
CN117479299B (zh) * 2023-11-07 2024-08-13 武汉大学 一种基于5g多波束下行信号的移动定位方法及系统

Family Cites Families (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5355313A (en) * 1991-10-25 1994-10-11 Texaco Inc. Neural network interpretation of aeromagnetic data
JP4016792B2 (ja) * 2002-10-16 2007-12-05 日産自動車株式会社 移動体情報配信システム
US8559975B2 (en) * 2011-07-22 2013-10-15 Microsoft Corporation Location determination based on weighted received signal strengths
EP2773973B1 (fr) * 2011-11-04 2017-05-24 Telefonaktiebolaget LM Ericsson (publ) Positionnement d'un équipement utilisateur sur la base de mesures de référence virtuelles
US8880105B2 (en) * 2011-12-29 2014-11-04 Khalifa University Of Science, Technology And Research Method and system for localization
US11164141B1 (en) * 2013-02-07 2021-11-02 United Parcel Service Of America, Inc. Systems and methods for synchronized delivery
US9600777B2 (en) * 2013-03-11 2017-03-21 Georges Harik Configuring and optimizing computational structure for a machine learning application using a tuple of vectors
US9083452B2 (en) * 2013-03-13 2015-07-14 Qualcomm, Incorporated Near-field equivalent source representation for SAR estimation
JP6081941B2 (ja) * 2014-02-28 2017-02-15 三菱重工業株式会社 電力需要予測装置、電力供給システム、電力需要予測方法及びプログラム
US10223635B2 (en) * 2015-01-22 2019-03-05 Qualcomm Incorporated Model compression and fine-tuning
US10380479B2 (en) * 2015-10-08 2019-08-13 International Business Machines Corporation Acceleration of convolutional neural network training using stochastic perforation
US10332509B2 (en) * 2015-11-25 2019-06-25 Baidu USA, LLC End-to-end speech recognition
US9646243B1 (en) * 2016-09-12 2017-05-09 International Business Machines Corporation Convolutional neural networks using resistive processing unit array
WO2018098120A1 (fr) * 2016-11-22 2018-05-31 Genetic Intelligence, Inc. Procédés d'identification de causalité génétique de caractères complexes
US10289963B2 (en) * 2017-02-27 2019-05-14 International Business Machines Corporation Unified text analytics annotator development life cycle combining rule-based and machine learning based techniques
US20190102675A1 (en) * 2017-09-29 2019-04-04 Coupa Software Incorporated Generating and training machine learning systems using stored training datasets
US20190102695A1 (en) * 2017-09-29 2019-04-04 Coupa Software Incorporated Generating machine learning systems using slave server computers
US10791439B2 (en) * 2018-02-14 2020-09-29 Ford Global Technologies, Llc Methods and systems for vehicle data upload

Also Published As

Publication number Publication date
US10716089B1 (en) 2020-07-14
CA3080184C (fr) 2021-05-04

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